Overview

Dataset info

Number of variables71
Number of observations712
Missing cells4166 (8.2%)
Duplicate rows0 (0.0%)
Total size in memory395.1 KiB
Average record size in memory568.2 B

Variables types

Numeric29
Categorical22
Boolean8
Date0
URL0
Text (Unique)0
Rejected12
Unsupported0

Warnings

BS.BHBA.Log is highly correlated with BS.BHBA (ρ = 0.9127035364) Rejected
BS.DATE only contains datetime values, but is categorical. Consider applying pd.to_datetime()Type
BS.DATE has a high cardinality: 100 distinct values Warning
BS.Month2 is a recoding of BS.MonthRejected
Calving.Date only contains datetime values, but is categorical. Consider applying pd.to_datetime()Type
Calving.Date has a high cardinality: 175 distinct values Warning
CE.Date has a high cardinality: 106 distinct values Warning
CE.Date has 11 (1.5%) missing values Missing
CE.Environ.Temp has 39 (5.5%) missing values Missing
CE.Fat.Level has 17 (2.4%) missing values Missing
CE.Locomotion.Score has 24 (3.4%) missing values Missing
CE.Skin.Dehydration has 12 (1.7%) missing values Missing
CE.Stom.Fluid.Movement has 14 (2.0%) missing values Missing
CE.Stom.Layering has 14 (2.0%) missing values Missing
CE.Stom.Noise.Freq has 488 (68.5%) missing values Missing
CE.Stom.Ping has 12 (1.7%) missing values Missing
CE.Stom.Tension has 13 (1.8%) missing values Missing
CE.Temp is highly skewed (γ1 = 24.25032143) Skewed
CE.Temp has 14 (2.0%) missing values Missing
CE.Waste.Digestion has 22 (3.1%) missing values Missing
Cow.Birth.Date only contains datetime values, but is categorical. Consider applying pd.to_datetime()Type
Cow.Birth.Date has a high cardinality: 365 distinct values Warning
Cow.Exit.Date has a high cardinality: 51 distinct values Warning
Cow.Exit.Date has 601 (84.4%) missing values Missing
Hapto.HL has 42 (5.9%) missing values Missing
Hapto.HML is highly correlated with Hapto.HL (ρ = 1) Rejected
Hapto.Log is highly correlated with Hapto.HML (ρ = 0.9307241565) Rejected
Hapto0.35 is highly correlated with Hapto.HML (ρ = 0.934781117) Rejected
Hapto0.35.2 is highly correlated with Hapto0.35 (ρ = 1) Rejected
Milk.Yield has 325 (45.6%) missing values Missing
MS.Acetone has 191 (26.8%) missing values Missing
MS.Acetone.Log has 191 (26.8%) missing values Missing
MS.BHBA has 110 (15.4%) missing values Missing
MS.BHBA.Log has 110 (15.4%) missing values Missing
MS.Date.Analyzed only contains datetime values, but is categorical. Consider applying pd.to_datetime()Type
MS.Date.Analyzed has a high cardinality: 126 distinct values Warning
MS.Date.Taken only contains datetime values, but is categorical. Consider applying pd.to_datetime()Type
MS.Date.Taken has a high cardinality: 127 distinct values Warning
MS.DIM is highly correlated with BS.DIM (ρ = 0.9955398443) Rejected
MS.MFA has 290 (40.7%) missing values Missing
MS.NEFA has 173 (24.3%) missing values Missing
MS.NSFA is highly correlated with MS.MFA (ρ = 0.9969190103) Rejected
MS.Oleic is highly correlated with MS.NSFA (ρ = 0.9979573834) Rejected
MS.Palmeic has 290 (40.7%) missing values Missing
MS.PFA is highly correlated with MS.Oleic (ρ = 0.918837976) Rejected
MS.SFA is highly correlated with MS.Palmeic (ρ = 0.9014794682) Rejected
MS.Stearine is highly correlated with MS.PFA (ρ = 0.9216109923) Rejected
MS.Time.Taken has a high cardinality: 374 distinct values Warning

Variables

BS.BHBA
Numeric

Distinct count170
Unique (%)23.9%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.9143820225
Minimum0.17
Maximum5.77
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum0.17
5-th percentile0.4
Q10.5875
Median0.745
Q31.03
95-th percentile2.039
Maximum5.77
Range5.6
Interquartile range0.4425

Descriptive statistics

Standard deviation0.6059734623
Coef of variation0.662713666
Kurtosis17.27579962
Mean0.9143820225
MAD0.3785926651
Skewness3.424038972
Sum651.04
Variance0.367203837
Memory size5.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.17 0.315 0.475 0.855 1.095 1.535 2.31 3.97 5.77 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.6 18 2.5%
 
0.61 16 2.2%
 
0.48 15 2.1%
 
0.65 14 2.0%
 
0.64 13 1.8%
 
0.58 12 1.7%
 
0.59 12 1.7%
 
0.72 12 1.7%
 
0.84 12 1.7%
 
0.73 12 1.7%
 
Other values (160) 576 80.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0.17 1 0.1%
 
0.2 1 0.1%
 
0.27 1 0.1%
 
0.29 1 0.1%
 
0.31 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
5.77 1 0.1%
 
5.74 1 0.1%
 
4.58 1 0.1%
 
4.01 1 0.1%
 
3.93 1 0.1%
 

BS.BHBA.1.2
Boolean

Distinct count2
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
0
576
1
136
ValueCountFrequency (%) 
0 576 80.9%
 
1 136 19.1%
 

BS.BHBA.Log
Highly correlated

This variable is highly correlated with BS.BHBA and should be ignored for analysis

Correlation0.9127035364

BS.DATE
Categorical

Distinct count100
Unique (%)14.0%
Missing (%)0.0%
Missing (n)0
2018-12-04
 
13
2018-08-16
 
13
2018-11-15
 
12
Other values (97)
674
ValueCountFrequency (%) 
2018-12-04 13 1.8%
 
2018-08-16 13 1.8%
 
2018-11-15 12 1.7%
 
2018-08-23 11 1.5%
 
2018-08-28 11 1.5%
 
2018-12-05 11 1.5%
 
2018-11-14 11 1.5%
 
2018-11-27 11 1.5%
 
2018-11-01 11 1.5%
 
2018-08-29 11 1.5%
 
Other values (90) 597 83.8%
 
Max length10
Mean length10
Min length10
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

BS.DIM
Numeric

Distinct count29
Unique (%)4.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean19.52668539
Minimum5
Maximum35
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum5
5-th percentile10
Q114
Median19
Q325
95-th percentile29
Maximum35
Range30
Interquartile range11

Descriptive statistics

Standard deviation6.308689894
Coef of variation0.323080429
Kurtosis-0.9806981895
Mean19.52668539
MAD5.371461148
Skewness0.007860678128
Sum13903
Variance39.79956818
Memory size5.7 KiB
Histogram
Histogram with fixed size bins (bins=29)
Histogram
Histogram with variable size bins (bins=[ 5. 9.5 30.5 35. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
19 45 6.3%
 
12 39 5.5%
 
15 39 5.5%
 
13 36 5.1%
 
20 35 4.9%
 
27 35 4.9%
 
17 35 4.9%
 
26 34 4.8%
 
16 34 4.8%
 
14 33 4.6%
 
Other values (19) 347 48.7%
 

Minimum 5 values

ValueCountFrequency (%) 
5 3 0.4%
 
6 5 0.7%
 
7 6 0.8%
 
8 4 0.6%
 
9 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
35 1 0.1%
 
33 1 0.1%
 
31 6 0.8%
 
30 26 3.7%
 
29 29 4.1%
 

BS.Month
Categorical

Distinct count7
Unique (%)1.0%
Missing (%)0.0%
Missing (n)0
10-2018
137
11-2018
135
08-2018
131
Other values (4)
309
ValueCountFrequency (%) 
10-2018 137 19.2%
 
11-2018 135 19.0%
 
08-2018 131 18.4%
 
07-2018 93 13.1%
 
09-2018 87 12.2%
 
12-2018 66 9.3%
 
06-2018 63 8.8%
 
Max length7
Mean length7
Min length7
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

BS.Month2
Recoded

This variable is a recoding of BS.Month and should be ignored for analysis

BS.Month_warm
Boolean

Distinct count2
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
0
401
1
311
ValueCountFrequency (%) 
0 401 56.3%
 
1 311 43.7%
 

BS.MS.Date.Difference
Categorical

Distinct count4
Unique (%)0.6%
Missing (%)0.0%
Missing (n)0
1
385
0
289
-1
 
22
ValueCountFrequency (%) 
1 385 54.1%
 
0 289 40.6%
 
-1 22 3.1%
 
2 16 2.2%
 
Max length2
Mean length1.030898876
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

BS.NEFA
Numeric

Distinct count135
Unique (%)19.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.4493539326
Minimum0.02
Maximum2.37
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum0.02
5-th percentile0.09
Q10.18
Median0.34
Q30.62
95-th percentile1.09
Maximum2.37
Range2.35
Interquartile range0.44

Descriptive statistics

Standard deviation0.3610574071
Coef of variation0.8035033876
Kurtosis4.611385406
Mean0.4493539326
MAD0.2718845474
Skewness1.799196764
Sum319.94
Variance0.1303624512
Memory size5.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.02 0.085 0.305 0.745 1.095 1.75 2.37 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.14 20 2.8%
 
0.27 19 2.7%
 
0.18 18 2.5%
 
0.15 18 2.5%
 
0.13 18 2.5%
 
0.17 15 2.1%
 
0.16 15 2.1%
 
0.1 14 2.0%
 
0.21 14 2.0%
 
0.3 13 1.8%
 
Other values (125) 548 77.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0.02 1 0.1%
 
0.03 2 0.3%
 
0.04 5 0.7%
 
0.05 8 1.1%
 
0.06 6 0.8%
 

Maximum 5 values

ValueCountFrequency (%) 
2.37 1 0.1%
 
2.33 1 0.1%
 
2.29 1 0.1%
 
2.08 1 0.1%
 
2.06 1 0.1%
 

BS.NEFA.0.7
Boolean

Distinct count2
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
0
572
1
140
ValueCountFrequency (%) 
0 572 80.3%
 
1 140 19.7%
 

BS.NEFA.Log
Numeric

Distinct count135
Unique (%)19.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean-1.104284631
Minimum-3.912023005
Maximum0.8628899551
Zeros (%)0.4%
Mini histogram

Quantile statistics

Minimum-3.912023005
5-th percentile-2.407945609
Q1-1.714798428
Median-1.078809661
Q3-0.4780358009
95-th percentile0.08617769624
Maximum0.8628899551
Range4.774912961
Interquartile range1.236762627

Descriptive statistics

Standard deviation0.8140090442
Coef of variation-0.7371369855
Kurtosis-0.1927570432
Mean-1.104284631
MAD0.6673376229
Skewness-0.2654820303
Sum-786.2506574
Variance0.662610724
Memory size5.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-3.91202301 -3.36271686 -2.46683713 -2.08024218 0.09074394 0.86288996], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-1.966112856 20 2.8%
 
-1.30933332 19 2.7%
 
-1.897119985 18 2.5%
 
-1.714798428 18 2.5%
 
-2.040220829 18 2.5%
 
-1.771956842 15 2.1%
 
-1.832581464 15 2.1%
 
-1.560647748 14 2.0%
 
-2.302585093 14 2.0%
 
-1.514127733 13 1.8%
 
Other values (125) 548 77.0%
 

Minimum 5 values

ValueCountFrequency (%) 
-3.912023005 1 0.1%
 
-3.506557897 2 0.3%
 
-3.218875825 5 0.7%
 
-2.995732274 8 1.1%
 
-2.813410717 6 0.8%
 

Maximum 5 values

ValueCountFrequency (%) 
0.8628899551 1 0.1%
 
0.8458682676 1 0.1%
 
0.8285518176 1 0.1%
 
0.7323678937 1 0.1%
 
0.7227059828 1 0.1%
 

Calving.Date
Categorical

Distinct count175
Unique (%)24.6%
Missing (%)0.0%
Missing (n)0
2018-09-19
 
12
2018-09-18
 
11
2018-11-08
 
11
Other values (172)
678
ValueCountFrequency (%) 
2018-09-19 12 1.7%
 
2018-09-18 11 1.5%
 
2018-11-08 11 1.5%
 
2018-08-05 10 1.4%
 
2018-10-30 10 1.4%
 
2018-11-17 10 1.4%
 
2018-09-17 9 1.3%
 
2018-08-03 9 1.3%
 
2018-10-25 9 1.3%
 
2018-08-04 9 1.3%
 
Other values (165) 612 86.0%
 
Max length10
Mean length10
Min length10
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

Calving.No
Numeric

Distinct count10
Unique (%)1.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean3.043539326
Minimum1
Maximum11
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q11
Median3
Q34
95-th percentile7
Maximum11
Range10
Interquartile range3

Descriptive statistics

Standard deviation1.999173627
Coef of variation0.6568581553
Kurtosis0.91254791
Mean3.043539326
MAD1.560412984
Skewness1.063685154
Sum2167
Variance3.996695191
Memory size5.7 KiB
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 1. 1.5 4.5 7.5 11. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 207 29.1%
 
3 143 20.1%
 
2 121 17.0%
 
4 97 13.6%
 
5 54 7.6%
 
6 38 5.3%
 
7 32 4.5%
 
9 10 1.4%
 
8 7 1.0%
 
11 3 0.4%
 

Minimum 5 values

ValueCountFrequency (%) 
1 207 29.1%
 
2 121 17.0%
 
3 143 20.1%
 
4 97 13.6%
 
5 54 7.6%
 

Maximum 5 values

ValueCountFrequency (%) 
11 3 0.4%
 
9 10 1.4%
 
8 7 1.0%
 
7 32 4.5%
 
6 38 5.3%
 

CE.Date
Categorical

Distinct count106
Unique (%)14.9%
Missing (%)1.5%
Missing (n)11
2018-12-04
 
13
2018-08-16
 
13
2018-11-27
 
11
Other values (102)
664
ValueCountFrequency (%) 
2018-12-04 13 1.8%
 
2018-08-16 13 1.8%
 
2018-11-27 11 1.5%
 
2018-08-29 11 1.5%
 
2018-10-01 11 1.5%
 
2018-12-11 11 1.5%
 
2018-12-05 11 1.5%
 
2018-11-01 11 1.5%
 
2018-11-15 11 1.5%
 
2018-08-23 11 1.5%
 
Other values (95) 587 82.4%
 
Max length10
Mean length9.891853933
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

CE.Environ.Temp
Numeric

Distinct count209
Unique (%)29.4%
Missing (%)5.5%
Missing (n)39
Infinite (%)0.0%
Infinite (n)0
Mean16.62763744
Minimum1
Maximum32.4
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile6
Q111.1
Median17
Q321.6
95-th percentile26.18
Maximum32.4
Range31.4
Interquartile range10.5

Descriptive statistics

Standard deviation6.369360945
Coef of variation0.3830586856
Kurtosis-0.9054566917
Mean16.62763744
MAD5.404436015
Skewness-0.06545995806
Sum11190.4
Variance40.56875884
Memory size5.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
25 24 3.4%
 
20 19 2.7%
 
11 19 2.7%
 
17 13 1.8%
 
9 10 1.4%
 
8 8 1.1%
 
19 8 1.1%
 
10.9 8 1.1%
 
13 8 1.1%
 
16 8 1.1%
 
Other values (198) 548 77.0%
 
(Missing) 39 5.5%
 

Minimum 5 values

ValueCountFrequency (%) 
1 1 0.1%
 
2.4 1 0.1%
 
2.8 1 0.1%
 
3.8 1 0.1%
 
3.9 3 0.4%
 

Maximum 5 values

ValueCountFrequency (%) 
32.4 1 0.1%
 
32 1 0.1%
 
29.8 1 0.1%
 
29 3 0.4%
 
28.6 2 0.3%
 

CE.Fat.Level
Numeric

Distinct count41
Unique (%)5.8%
Missing (%)2.4%
Missing (n)17
Infinite (%)0.0%
Infinite (n)0
Mean16.55395683
Minimum3
Maximum50
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum3
5-th percentile7
Q112
Median16
Q320
95-th percentile30
Maximum50
Range47
Interquartile range8

Descriptive statistics

Standard deviation6.943963296
Coef of variation0.419474532
Kurtosis1.198421598
Mean16.55395683
MAD5.454645205
Skewness0.8952719438
Sum11505
Variance48.21862625
Memory size5.7 KiB
Histogram
Histogram with fixed size bins (bins=41)
ValueCountFrequency (%) 
14 56 7.9%
 
12 54 7.6%
 
16 48 6.7%
 
19 45 6.3%
 
10 41 5.8%
 
17 37 5.2%
 
8 35 4.9%
 
13 33 4.6%
 
15 32 4.5%
 
21 30 4.2%
 
Other values (30) 284 39.9%
 

Minimum 5 values

ValueCountFrequency (%) 
3 1 0.1%
 
4 1 0.1%
 
5 7 1.0%
 
6 8 1.1%
 
7 25 3.5%
 

Maximum 5 values

ValueCountFrequency (%) 
50 1 0.1%
 
45 1 0.1%
 
43 1 0.1%
 
42 1 0.1%
 
38 1 0.1%
 

CE.Lame
Boolean

Distinct count2
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
0
629
1
 
83
ValueCountFrequency (%) 
0 629 88.3%
 
1 83 11.7%
 

CE.Locomotion.Score
Numeric

Distinct count6
Unique (%)0.8%
Missing (%)3.4%
Missing (n)24
Infinite (%)0.0%
Infinite (n)0
Mean1.613372093
Minimum1
Maximum5
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q11
Median1
Q32
95-th percentile3
Maximum5
Range4
Interquartile range1

Descriptive statistics

Standard deviation0.7977013709
Coef of variation0.49443112
Kurtosis1.531449383
Mean1.613372093
MAD0.6686469037
Skewness1.325291835
Sum1110
Variance0.6363274771
Memory size5.7 KiB
Histogram
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%) 
1 375 52.7%
 
2 230 32.3%
 
3 59 8.3%
 
4 22 3.1%
 
5 2 0.3%
 
(Missing) 24 3.4%
 

Minimum 5 values

ValueCountFrequency (%) 
1 375 52.7%
 
2 230 32.3%
 
3 59 8.3%
 
4 22 3.1%
 
5 2 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
5 2 0.3%
 
4 22 3.1%
 
3 59 8.3%
 
2 230 32.3%
 
1 375 52.7%
 

CE.Skin.Dehydration
Categorical

Distinct count3
Unique (%)0.4%
Missing (%)1.7%
Missing (n)12
phy
674
red
 
26
(Missing)
 
12
ValueCountFrequency (%) 
phy 674 94.7%
 
red 26 3.7%
 
(Missing) 12 1.7%
 
Max length3
Mean length3
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

CE.Stom.Fluid.Movement
Categorical

Distinct count3
Unique (%)0.4%
Missing (%)2.0%
Missing (n)14
obb
672
re
 
26
(Missing)
 
14
ValueCountFrequency (%) 
obb 672 94.4%
 
re 26 3.7%
 
(Missing) 14 2.0%
 
Max length3
Mean length2.963483146
Min length2
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

CE.Stom.Fullness
Categorical

Distinct count3
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
abnorm
404
norm
295
0
 
13
ValueCountFrequency (%) 
abnorm 404 56.7%
 
norm 295 41.4%
 
0 13 1.8%
 
Max length6
Mean length5.08005618
Min length1
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

CE.Stom.Fullness01
Boolean

Distinct count2
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
1
404
0
308
ValueCountFrequency (%) 
1 404 56.7%
 
0 308 43.3%
 

CE.Stom.Layering
Boolean

Distinct count3
Unique (%)0.4%
Missing (%)2.0%
Missing (n)14
1
678
0
 
20
(Missing)
 
14
ValueCountFrequency (%) 
1 678 95.2%
 
0 20 2.8%
 
(Missing) 14 2.0%
 

CE.Stom.Noise.Freq
Categorical

Distinct count4
Unique (%)0.6%
Missing (%)68.5%
Missing (n)488
phy
146
bis_2
 
52
groe_3
 
26
(Missing)
488
ValueCountFrequency (%) 
phy 146 20.5%
 
bis_2 52 7.3%
 
groe_3 26 3.7%
 
(Missing) 488 68.5%
 
Max length6
Mean length3.255617978
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

CE.Stom.Ping
Categorical

Distinct count3
Unique (%)0.4%
Missing (%)1.7%
Missing (n)12
obb
696
re
 
4
(Missing)
 
12
ValueCountFrequency (%) 
obb 696 97.8%
 
re 4 0.6%
 
(Missing) 12 1.7%
 
Max length3
Mean length2.994382022
Min length2
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

CE.Stom.Tension
Categorical

Distinct count3
Unique (%)0.4%
Missing (%)1.8%
Missing (n)13
phy
649
erh
 
50
(Missing)
 
13
ValueCountFrequency (%) 
phy 649 91.2%
 
erh 50 7.0%
 
(Missing) 13 1.8%
 
Max length3
Mean length3
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

CE.Stom.Tension01
Boolean

Distinct count2
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
0
662
1
 
50
ValueCountFrequency (%) 
0 662 93.0%
 
1 50 7.0%
 

CE.Temp
Numeric

Distinct count30
Unique (%)4.2%
Missing (%)2.0%
Missing (n)14
Infinite (%)0.0%
Infinite (n)0
Mean38.59713467
Minimum37.2
Maximum83
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum37.2
5-th percentile38
Q138.3
Median38.5
Q338.7
95-th percentile39.2
Maximum83
Range45.8
Interquartile range0.4

Descriptive statistics

Standard deviation1.732238941
Coef of variation0.04487998801
Kurtosis621.7870883
Mean38.59713467
MAD0.3612843901
Skewness24.25032143
Sum26940.8
Variance3.000651749
Memory size5.7 KiB
Histogram
Histogram with fixed size bins (bins=30)
ValueCountFrequency (%) 
38.5 86 12.1%
 
38.6 85 11.9%
 
38.7 80 11.2%
 
38.3 74 10.4%
 
38.4 69 9.7%
 
38.2 65 9.1%
 
38.1 42 5.9%
 
38.8 41 5.8%
 
38.9 31 4.4%
 
38 29 4.1%
 
Other values (19) 96 13.5%
 

Minimum 5 values

ValueCountFrequency (%) 
37.2 1 0.1%
 
37.7 2 0.3%
 
37.8 10 1.4%
 
37.9 10 1.4%
 
38 29 4.1%
 

Maximum 5 values

ValueCountFrequency (%) 
83 1 0.1%
 
41.7 1 0.1%
 
41.1 1 0.1%
 
40.2 1 0.1%
 
40 4 0.6%
 

CE.Waste.Consistency
Categorical

Distinct count4
Unique (%)0.6%
Missing (%)0.0%
Missing (n)0
norm
524
thick
145
thin
 
23
ValueCountFrequency (%) 
norm 524 73.6%
 
thick 145 20.4%
 
thin 23 3.2%
 
0 20 2.8%
 
Max length5
Mean length4.119382022
Min length1
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

CE.Waste.Digestion
Categorical

Distinct count4
Unique (%)0.6%
Missing (%)3.1%
Missing (n)22
gut
522
maess
164
schl
 
4
(Missing)
 
22
ValueCountFrequency (%) 
gut 522 73.3%
 
maess 164 23.0%
 
schl 4 0.6%
 
(Missing) 22 3.1%
 
Max length5
Mean length3.466292135
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

Cow.Birth.Date
Categorical

Distinct count365
Unique (%)51.3%
Missing (%)0.0%
Missing (n)0
2012-08-15
 
7
2014-03-21
 
6
2014-05-23
 
6
Other values (362)
693
ValueCountFrequency (%) 
2012-08-15 7 1.0%
 
2014-03-21 6 0.8%
 
2014-05-23 6 0.8%
 
2016-07-18 6 0.8%
 
2016-05-18 6 0.8%
 
2016-05-07 6 0.8%
 
2015-12-22 5 0.7%
 
2013-05-05 5 0.7%
 
2014-11-04 5 0.7%
 
2014-04-13 5 0.7%
 
Other values (355) 655 92.0%
 
Max length10
Mean length10
Min length10
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

Cow.Breed
Categorical

Distinct count2
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
1
437
2
275
ValueCountFrequency (%) 
1 437 61.4%
 
2 275 38.6%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

Cow.Exit.Date
Categorical

Distinct count51
Unique (%)7.2%
Missing (%)84.4%
Missing (n)601
2019-03-01
 
7
2018-10-04
 
6
2018-12-24
 
4
Other values (47)
 
94
(Missing)
601
ValueCountFrequency (%) 
2019-03-01 7 1.0%
 
2018-10-04 6 0.8%
 
2018-12-24 4 0.6%
 
2019-03-30 4 0.6%
 
2019-01-25 4 0.6%
 
2018-12-05 4 0.6%
 
2018-11-29 3 0.4%
 
2018-11-23 3 0.4%
 
2019-03-14 3 0.4%
 
2018-08-24 3 0.4%
 
Other values (40) 70 9.8%
 
(Missing) 601 84.4%
 
Max length10
Mean length4.091292135
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

CowID
Numeric

Distinct count423
Unique (%)59.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.760009491e+14
Minimum2.760009378e+14
Maximum2.760009876e+14
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum2.760009378e+14
5-th percentile2.760009442e+14
Q12.760009476e+14
Median2.760009496e+14
Q32.760009509e+14
95-th percentile2.760009518e+14
Maximum2.760009876e+14
Range49731642
Interquartile range3309415.75

Descriptive statistics

Standard deviation3490817.201
Coef of variation1.264784491e-08
Kurtosis60.59362322
Mean2.760009491e+14
MAD2033141.309
Skewness5.189869993
Sum1.965126758e+17
Variance1.218580473e+13
Memory size5.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[2.76000938e+14 2.76000943e+14 2.76000943e+14 2.76000943e+14 2.76000944e+14 ... 2.76000952e+14 2.76000952e+14 2.76000952e+14 2.76000953e+14 2.76000988e+14], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2.760009512e+14 4 0.6%
 
2.760009504e+14 3 0.4%
 
2.760009489e+14 3 0.4%
 
2.760009517e+14 3 0.4%
 
2.760009507e+14 3 0.4%
 
2.760009476e+14 3 0.4%
 
2.760009514e+14 3 0.4%
 
2.760009509e+14 3 0.4%
 
2.760009506e+14 3 0.4%
 
2.760009476e+14 3 0.4%
 
Other values (413) 681 95.6%
 

Minimum 5 values

ValueCountFrequency (%) 
2.760009378e+14 1 0.1%
 
2.76000939e+14 2 0.3%
 
2.760009402e+14 2 0.3%
 
2.760009411e+14 2 0.3%
 
2.760009418e+14 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
2.760009876e+14 3 0.4%
 
2.760009526e+14 1 0.1%
 
2.760009526e+14 1 0.1%
 
2.760009524e+14 2 0.3%
 
2.76000952e+14 3 0.4%
 

Farm.Name
Categorical

Distinct count39
Unique (%)5.5%
Missing (%)0.0%
Missing (n)0
Haimmerer
 
78
Zoßeder
 
69
Landmann
 
64
Other values (36)
501
ValueCountFrequency (%) 
Haimmerer 78 11.0%
 
Zoßeder 69 9.7%
 
Landmann 64 9.0%
 
Stadler 57 8.0%
 
Lohmaier 51 7.2%
 
Keilhacker 50 7.0%
 
Hörmann 38 5.3%
 
Zacherl 30 4.2%
 
Schaber 19 2.7%
 
Kögel 19 2.7%
 
Other values (29) 237 33.3%
 
Max length10
Mean length7.244382022
Min length4
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

Farm.No
Numeric

Distinct count39
Unique (%)5.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1.4183315e+10
Minimum1.177700019e+10
Maximum1.917411318e+10
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1.177700019e+10
5-th percentile1.177713813e+10
Q11.17781163e+10
Median1.418717613e+10
Q31.517713931e+10
95-th percentile1.917411318e+10
Maximum1.917411318e+10
Range7397112997
Interquartile range3399023009

Descriptive statistics

Standard deviation2076146699
Coef of variation0.14637951
Kurtosis0.5236453301
Mean1.4183315e+10
MAD1588726848
Skewness0.8573531556
Sum1.009852028e+13
Variance4.310385117e+18
Memory size5.7 KiB
Histogram
Histogram with fixed size bins (bins=39)
Histogram
Histogram with variable size bins (bins=[1.17770002e+10 1.17771177e+10 1.17771381e+10 1.17771381e+10 1.17771481e+10 ... 1.41856566e+10 1.51751236e+10 1.51761377e+10 1.51831401e+10 1.91741132e+10], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1.51751111e+10 78 11.0%
 
1.418717613e+10 69 9.7%
 
1.917411318e+10 64 9.0%
 
1.418413714e+10 57 8.0%
 
1.518314014e+10 51 7.2%
 
1.518314015e+10 50 7.0%
 
1.517713931e+10 38 5.3%
 
1.517513611e+10 30 4.2%
 
1.177715311e+10 19 2.7%
 
1.277814422e+10 19 2.7%
 
Other values (29) 237 33.3%
 

Minimum 5 values

ValueCountFrequency (%) 
1.177700019e+10 15 2.1%
 
1.177711115e+10 5 0.7%
 
1.177711421e+10 1 0.1%
 
1.177712120e+10 7 1.0%
 
1.177713513e+10 5 0.7%
 

Maximum 5 values

ValueCountFrequency (%) 
1.917411318e+10 64 9.0%
 
1.518314015e+10 50 7.0%
 
1.518314014e+10 51 7.2%
 
1.517713931e+10 38 5.3%
 
1.517513611e+10 30 4.2%
 

Hapto.0.1
Boolean

Distinct count2
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
0
448
1
264
ValueCountFrequency (%) 
0 448 62.9%
 
1 264 37.1%
 

Hapto.HL
Categorical

Distinct count3
Unique (%)0.4%
Missing (%)5.9%
Missing (n)42
1
537
3
133
(Missing)
 
42
ValueCountFrequency (%) 
1 537 75.4%
 
3 133 18.7%
 
(Missing) 42 5.9%
 
Max length3
Mean length3
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

Hapto.HML
Highly correlated

This variable is highly correlated with Hapto.HL and should be ignored for analysis

Correlation1

Hapto.Log
Highly correlated

This variable is highly correlated with Hapto.HML and should be ignored for analysis

Correlation0.9307241565

Hapto.Result
Numeric

Distinct count514
Unique (%)72.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean79256.3743
Minimum140
Maximum2561350
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum140
5-th percentile188.6
Q1280
Median462.3
Q33854.875
95-th percentile476571
Maximum2561350
Range2561210
Interquartile range3574.875

Descriptive statistics

Standard deviation279285.1704
Coef of variation3.523819666
Kurtosis28.47760038
Mean79256.3743
MAD132213.6227
Skewness4.996041143
Sum56430538.5
Variance7.800020641e+10
Memory size5.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[1.400000e+02 2.797500e+02 2.807500e+02 4.262500e+02 7.272500e+02 ... 4.027750e+03 2.576575e+04 1.433400e+05 5.156850e+05 2.561350e+06], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
280 178 25.0%
 
214 3 0.4%
 
889.5 2 0.3%
 
174.5 2 0.3%
 
666.5 2 0.3%
 
148 2 0.3%
 
209.5 2 0.3%
 
389.5 2 0.3%
 
213.5 2 0.3%
 
260.5 2 0.3%
 
Other values (504) 515 72.3%
 

Minimum 5 values

ValueCountFrequency (%) 
140 1 0.1%
 
141 1 0.1%
 
143 1 0.1%
 
143.5 1 0.1%
 
144 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
2561350 1 0.1%
 
2249850 1 0.1%
 
2003100 1 0.1%
 
1943250 1 0.1%
 
1805850 1 0.1%
 

Hapto0.35
Highly correlated

This variable is highly correlated with Hapto.HML and should be ignored for analysis

Correlation0.934781117

Hapto0.35.2
Highly correlated

This variable is highly correlated with Hapto0.35 and should be ignored for analysis

Correlation1

Hfr.or.Cow
Categorical

Distinct count2
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
cow
505
hfr
207
ValueCountFrequency (%) 
cow 505 70.9%
 
hfr 207 29.1%
 
Max length3
Mean length3
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

Milk.Yield
Numeric

Distinct count203
Unique (%)28.5%
Missing (%)45.6%
Missing (n)325
Infinite (%)0.0%
Infinite (n)0
Mean32.19121447
Minimum1.4
Maximum62.9
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1.4
5-th percentile20.19
Q126.75
Median32.6
Q337.75
95-th percentile43.04
Maximum62.9
Range61.5
Interquartile range11

Descriptive statistics

Standard deviation7.630941604
Coef of variation0.2370504415
Kurtosis0.870579615
Mean32.19121447
MAD6.130482276
Skewness-0.2428373231
Sum12458
Variance58.23126976
Memory size5.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
41.6 6 0.8%
 
32 5 0.7%
 
33.2 5 0.7%
 
34 5 0.7%
 
38.6 4 0.6%
 
37 4 0.6%
 
30.2 4 0.6%
 
34.9 4 0.6%
 
29 4 0.6%
 
38.1 4 0.6%
 
Other values (192) 342 48.0%
 
(Missing) 325 45.6%
 

Minimum 5 values

ValueCountFrequency (%) 
1.4 1 0.1%
 
3.9 1 0.1%
 
9 1 0.1%
 
15.2 1 0.1%
 
16 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
62.9 1 0.1%
 
51.6 1 0.1%
 
50.5 1 0.1%
 
48.2 2 0.3%
 
46.3 1 0.1%
 

MS.Acetone
Numeric

Distinct count60
Unique (%)8.4%
Missing (%)26.8%
Missing (n)191
Infinite (%)0.0%
Infinite (n)0
Mean137.7543186
Minimum10
Maximum1920
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum10
5-th percentile20
Q150
Median90
Q3160
95-th percentile380
Maximum1920
Range1910
Interquartile range110

Descriptive statistics

Standard deviation184.7694642
Coef of variation1.341297072
Kurtosis38.21159287
Mean137.7543186
MAD98.03176381
Skewness5.286256171
Sum71770
Variance34139.75491
Memory size5.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
70 39 5.5%
 
30 37 5.2%
 
90 35 4.9%
 
80 34 4.8%
 
50 30 4.2%
 
40 28 3.9%
 
60 26 3.7%
 
20 26 3.7%
 
100 24 3.4%
 
10 23 3.2%
 
Other values (49) 219 30.8%
 
(Missing) 191 26.8%
 

Minimum 5 values

ValueCountFrequency (%) 
10 23 3.2%
 
20 26 3.7%
 
30 37 5.2%
 
40 28 3.9%
 
50 30 4.2%
 

Maximum 5 values

ValueCountFrequency (%) 
1920 1 0.1%
 
1790 1 0.1%
 
1490 1 0.1%
 
1200 1 0.1%
 
1100 1 0.1%
 

MS.Acetone.Log
Numeric

Distinct count60
Unique (%)8.4%
Missing (%)26.8%
Missing (n)191
Infinite (%)0.0%
Infinite (n)0
Mean4.471206112
Minimum2.302585093
Maximum7.560080465
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum2.302585093
5-th percentile2.995732274
Q13.912023005
Median4.49980967
Q35.075173815
95-th percentile5.940171253
Maximum7.560080465
Range5.257495372
Interquartile range1.16315081

Descriptive statistics

Standard deviation0.9429371742
Coef of variation0.2108910103
Kurtosis0.4467853642
Mean4.471206112
MAD0.7217957479
Skewness-0.05603360728
Sum2329.498384
Variance0.8891305144
Memory size5.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
4.248495242 39 5.5%
 
3.401197382 37 5.2%
 
4.49980967 35 4.9%
 
4.382026635 34 4.8%
 
3.912023005 30 4.2%
 
3.688879454 28 3.9%
 
2.995732274 26 3.7%
 
4.094344562 26 3.7%
 
4.605170186 24 3.4%
 
2.302585093 23 3.2%
 
Other values (49) 219 30.8%
 
(Missing) 191 26.8%
 

Minimum 5 values

ValueCountFrequency (%) 
2.302585093 23 3.2%
 
2.995732274 26 3.7%
 
3.401197382 37 5.2%
 
3.688879454 28 3.9%
 
3.912023005 30 4.2%
 

Maximum 5 values

ValueCountFrequency (%) 
7.560080465 1 0.1%
 
7.489970899 1 0.1%
 
7.306531399 1 0.1%
 
7.090076836 1 0.1%
 
7.003065459 1 0.1%
 

MS.BHBA
Numeric

Distinct count36
Unique (%)5.1%
Missing (%)15.4%
Missing (n)110
Infinite (%)0.0%
Infinite (n)0
Mean76.99335548
Minimum10
Maximum470
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum10
5-th percentile20
Q140
Median60
Q3100
95-th percentile180
Maximum470
Range460
Interquartile range60

Descriptive statistics

Standard deviation60.69560688
Coef of variation0.7883226611
Kurtosis8.675686551
Mean76.99335548
MAD41.93894107
Skewness2.384148485
Sum46350
Variance3683.956695
Memory size5.7 KiB
Histogram
Histogram with fixed size bins (bins=36)
ValueCountFrequency (%) 
40 67 9.4%
 
30 57 8.0%
 
50 57 8.0%
 
60 52 7.3%
 
20 51 7.2%
 
80 47 6.6%
 
70 47 6.6%
 
90 38 5.3%
 
110 29 4.1%
 
100 28 3.9%
 
Other values (25) 129 18.1%
 
(Missing) 110 15.4%
 

Minimum 5 values

ValueCountFrequency (%) 
10 27 3.8%
 
20 51 7.2%
 
30 57 8.0%
 
40 67 9.4%
 
50 57 8.0%
 

Maximum 5 values

ValueCountFrequency (%) 
470 1 0.1%
 
450 1 0.1%
 
380 1 0.1%
 
360 1 0.1%
 
330 1 0.1%
 

MS.BHBA.Log
Numeric

Distinct count36
Unique (%)5.1%
Missing (%)15.4%
Missing (n)110
Infinite (%)0.0%
Infinite (n)0
Mean4.080285859
Minimum2.302585093
Maximum6.152732695
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum2.302585093
5-th percentile2.995732274
Q13.688879454
Median4.094344562
Q34.605170186
95-th percentile5.192956851
Maximum6.152732695
Range3.850147602
Interquartile range0.9162907319

Descriptive statistics

Standard deviation0.7488380139
Coef of variation0.1835258704
Kurtosis0.08310520174
Mean4.080285859
MAD0.590808666
Skewness-0.2698368887
Sum2456.332087
Variance0.5607583711
Memory size5.7 KiB
Histogram
Histogram with fixed size bins (bins=36)
ValueCountFrequency (%) 
3.688879454 67 9.4%
 
3.401197382 57 8.0%
 
3.912023005 57 8.0%
 
4.094344562 52 7.3%
 
2.995732274 51 7.2%
 
4.382026635 47 6.6%
 
4.248495242 47 6.6%
 
4.49980967 38 5.3%
 
4.700480366 29 4.1%
 
4.605170186 28 3.9%
 
Other values (25) 129 18.1%
 
(Missing) 110 15.4%
 

Minimum 5 values

ValueCountFrequency (%) 
2.302585093 27 3.8%
 
2.995732274 51 7.2%
 
3.401197382 57 8.0%
 
3.688879454 67 9.4%
 
3.912023005 57 8.0%
 

Maximum 5 values

ValueCountFrequency (%) 
6.152732695 1 0.1%
 
6.109247583 1 0.1%
 
5.940171253 1 0.1%
 
5.886104031 1 0.1%
 
5.799092654 1 0.1%
 

MS.Date.Analyzed
Categorical

Distinct count126
Unique (%)17.7%
Missing (%)0.0%
Missing (n)0
2018-08-17
 
21
2018-11-16
 
17
2018-12-13
 
16
Other values (123)
658
ValueCountFrequency (%) 
2018-08-17 21 2.9%
 
2018-11-16 17 2.4%
 
2018-12-13 16 2.2%
 
2018-10-05 15 2.1%
 
2018-08-30 13 1.8%
 
2018-07-13 12 1.7%
 
2018-08-29 12 1.7%
 
2018-10-19 12 1.7%
 
2018-09-27 11 1.5%
 
2018-10-02 11 1.5%
 
Other values (116) 572 80.3%
 
Max length10
Mean length10
Min length10
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

MS.Date.Taken
Categorical

Distinct count127
Unique (%)17.8%
Missing (%)0.0%
Missing (n)0
2018-11-27
 
13
2018-08-29
 
13
2018-11-13
 
13
Other values (124)
673
ValueCountFrequency (%) 
2018-11-27 13 1.8%
 
2018-08-29 13 1.8%
 
2018-11-13 13 1.8%
 
2018-08-15 12 1.7%
 
2018-12-05 12 1.7%
 
2018-08-13 11 1.5%
 
2018-09-30 11 1.5%
 
2018-11-19 11 1.5%
 
2018-12-03 11 1.5%
 
2018-11-05 10 1.4%
 
Other values (117) 595 83.6%
 
Max length10
Mean length10
Min length10
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

MS.DIM
Highly correlated

This variable is highly correlated with BS.DIM and should be ignored for analysis

Correlation0.9955398443

MS.Fat
Numeric

Distinct count322
Unique (%)45.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean4.48997191
Minimum1.26
Maximum9.45
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1.26
5-th percentile3.06
Q13.82
Median4.365
Q35.0725
95-th percentile6.3335
Maximum9.45
Range8.19
Interquartile range1.2525

Descriptive statistics

Standard deviation1.09730433
Coef of variation0.2443900211
Kurtosis2.810767292
Mean4.48997191
MAD0.8070473267
Skewness0.9084527309
Sum3196.86
Variance1.204076792
Memory size5.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[1.26 2.815 3.225 3.49 4.895 5.755 6.435 9.45 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
4 11 1.5%
 
3.89 7 1.0%
 
4.51 7 1.0%
 
4.7 6 0.8%
 
3.99 6 0.8%
 
5.09 6 0.8%
 
4.38 6 0.8%
 
4.1 6 0.8%
 
4.3 6 0.8%
 
4.14 6 0.8%
 
Other values (312) 645 90.6%
 

Minimum 5 values

ValueCountFrequency (%) 
1.26 1 0.1%
 
1.52 1 0.1%
 
1.54 1 0.1%
 
1.71 1 0.1%
 
1.73 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
9.45 1 0.1%
 
9.33 1 0.1%
 
9.14 1 0.1%
 
8.98 1 0.1%
 
8.71 1 0.1%
 

MS.Lactose
Numeric

Distinct count95
Unique (%)13.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean4.827668539
Minimum2.84
Maximum5.27
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum2.84
5-th percentile4.52
Q14.73
Median4.84
Q34.95
95-th percentile5.0945
Maximum5.27
Range2.43
Interquartile range0.22

Descriptive statistics

Standard deviation0.192485153
Coef of variation0.03987124457
Kurtosis16.18491142
Mean4.827668539
MAD0.1372404842
Skewness-2.024235002
Sum3437.3
Variance0.03705053414
Memory size5.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[2.84 4.22 4.515 4.645 4.775 4.885 4.995 5.115 5.27 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
4.81 29 4.1%
 
4.83 23 3.2%
 
4.85 23 3.2%
 
4.78 23 3.2%
 
4.99 22 3.1%
 
4.87 21 2.9%
 
4.88 20 2.8%
 
4.82 19 2.7%
 
4.93 18 2.5%
 
4.86 17 2.4%
 
Other values (85) 497 69.8%
 

Minimum 5 values

ValueCountFrequency (%) 
2.84 1 0.1%
 
4 1 0.1%
 
4.2 1 0.1%
 
4.24 2 0.3%
 
4.25 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
5.27 1 0.1%
 
5.25 2 0.3%
 
5.24 1 0.1%
 
5.21 1 0.1%
 
5.2 1 0.1%
 

MS.MFA
Numeric

Distinct count376
Unique (%)52.8%
Missing (%)40.7%
Missing (n)290
Infinite (%)0.0%
Infinite (n)0
Mean1.373241706
Minimum0.359
Maximum3.282
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum0.359
5-th percentile0.71905
Q11.04425
Median1.2575
Q31.60675
95-th percentile2.35635
Maximum3.282
Range2.923
Interquartile range0.5625

Descriptive statistics

Standard deviation0.5221441482
Coef of variation0.380227418
Kurtosis1.50106381
Mean1.373241706
MAD0.3965622515
Skewness1.121800711
Sum579.508
Variance0.2726345115
Memory size5.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
1.288 3 0.4%
 
1.199 3 0.4%
 
1.601 2 0.3%
 
0.971 2 0.3%
 
1.058 2 0.3%
 
1.304 2 0.3%
 
1.069 2 0.3%
 
1.659 2 0.3%
 
1.068 2 0.3%
 
1.493 2 0.3%
 
Other values (365) 400 56.2%
 
(Missing) 290 40.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0.359 1 0.1%
 
0.41 2 0.3%
 
0.442 1 0.1%
 
0.466 1 0.1%
 
0.504 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
3.282 1 0.1%
 
3.277 1 0.1%
 
3.24 1 0.1%
 
3.082 1 0.1%
 
3.026 1 0.1%
 

MS.Milk.Yield
Numeric

Distinct count210
Unique (%)29.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean14.91685393
Minimum0.4
Maximum46.3
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum0.4
5-th percentile7.8
Q111
Median13.7
Q317.6
95-th percentile25.09
Maximum46.3
Range45.9
Interquartile range6.6

Descriptive statistics

Standard deviation6.041061763
Coef of variation0.4049822965
Kurtosis3.798399788
Mean14.91685393
MAD4.358745739
Skewness1.511145425
Sum10620.8
Variance36.49442722
Memory size5.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0.4 6.35 7.45 9.65 16.05 21.6 25.1 37.3 46.3 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
14.9 11 1.5%
 
12.4 11 1.5%
 
11.4 10 1.4%
 
15 10 1.4%
 
9.8 10 1.4%
 
11.2 10 1.4%
 
13 9 1.3%
 
13.4 9 1.3%
 
12.6 9 1.3%
 
9.9 8 1.1%
 
Other values (200) 615 86.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0.4 1 0.1%
 
0.6 1 0.1%
 
1.4 2 0.3%
 
2.1 1 0.1%
 
2.9 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
46.3 1 0.1%
 
40.9 1 0.1%
 
40.6 1 0.1%
 
39 1 0.1%
 
37.6 1 0.1%
 

MS.NEFA
Numeric

Distinct count154
Unique (%)21.6%
Missing (%)24.3%
Missing (n)173
Infinite (%)0.0%
Infinite (n)0
Mean4.863562152
Minimum0.1
Maximum9.9
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum0.1
5-th percentile1.03
Q12.035
Median4.9
Q37.6
95-th percentile9.2
Maximum9.9
Range9.8
Interquartile range5.565

Descriptive statistics

Standard deviation2.819780555
Coef of variation0.5797768111
Kurtosis-1.30064058
Mean4.863562152
MAD2.461994555
Skewness0.03540369065
Sum2621.46
Variance7.95116238
Memory size5.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
7.8 12 1.7%
 
5.5 11 1.5%
 
6.6 10 1.4%
 
7.7 10 1.4%
 
7.6 10 1.4%
 
4.3 10 1.4%
 
8.6 10 1.4%
 
6.3 9 1.3%
 
5.7 9 1.3%
 
4.7 9 1.3%
 
Other values (143) 439 61.7%
 
(Missing) 173 24.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0.1 1 0.1%
 
0.2 5 0.7%
 
0.3 3 0.4%
 
0.4 2 0.3%
 
0.5 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
9.9 3 0.4%
 
9.8 3 0.4%
 
9.7 4 0.6%
 
9.6 6 0.8%
 
9.5 2 0.3%
 

MS.NSFA
Highly correlated

This variable is highly correlated with MS.MFA and should be ignored for analysis

Correlation0.9969190103

MS.Oleic
Highly correlated

This variable is highly correlated with MS.NSFA and should be ignored for analysis

Correlation0.9979573834

MS.Palmeic
Numeric

Distinct count331
Unique (%)46.5%
Missing (%)40.7%
Missing (n)290
Infinite (%)0.0%
Infinite (n)0
Mean1.115919431
Minimum0.507
Maximum2.525
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum0.507
5-th percentile0.78405
Q10.95925
Median1.083
Q31.24475
95-th percentile1.50895
Maximum2.525
Range2.018
Interquartile range0.2855

Descriptive statistics

Standard deviation0.2383468662
Coef of variation0.2135878806
Kurtosis3.844532479
Mean1.115919431
MAD0.1794821994
Skewness1.17303177
Sum470.918
Variance0.05680922865
Memory size5.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
1.049 4 0.6%
 
1.166 4 0.6%
 
1.03 4 0.6%
 
1.088 3 0.4%
 
1.026 3 0.4%
 
1.189 3 0.4%
 
1.093 3 0.4%
 
1.226 3 0.4%
 
0.927 3 0.4%
 
0.973 3 0.4%
 
Other values (320) 389 54.6%
 
(Missing) 290 40.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0.507 1 0.1%
 
0.624 1 0.1%
 
0.638 1 0.1%
 
0.661 1 0.1%
 
0.689 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
2.525 1 0.1%
 
2.285 1 0.1%
 
1.967 1 0.1%
 
1.773 1 0.1%
 
1.751 1 0.1%
 

MS.PFA
Highly correlated

This variable is highly correlated with MS.Oleic and should be ignored for analysis

Correlation0.918837976

MS.pH
Numeric

Distinct count49
Unique (%)6.9%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean6.636011236
Minimum6.06
Maximum6.84
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum6.06
5-th percentile6.5
Q16.59
Median6.65
Q36.69
95-th percentile6.75
Maximum6.84
Range0.78
Interquartile range0.1

Descriptive statistics

Standard deviation0.0840372959
Coef of variation0.01266382664
Kurtosis8.891374909
Mean6.636011236
MAD0.06036374826
Skewness-1.896060024
Sum4724.84
Variance0.007062267103
Memory size5.7 KiB
Histogram
Histogram with fixed size bins (bins=49)
Histogram
Histogram with variable size bins (bins=[6.06 6.455 6.535 6.565 6.645 6.715 6.765 6.84 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
6.67 45 6.3%
 
6.68 45 6.3%
 
6.69 44 6.2%
 
6.7 42 5.9%
 
6.66 42 5.9%
 
6.65 38 5.3%
 
6.6 35 4.9%
 
6.63 34 4.8%
 
6.64 34 4.8%
 
6.57 32 4.5%
 
Other values (39) 321 45.1%
 

Minimum 5 values

ValueCountFrequency (%) 
6.06 1 0.1%
 
6.12 1 0.1%
 
6.13 2 0.3%
 
6.24 1 0.1%
 
6.34 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
6.84 1 0.1%
 
6.82 1 0.1%
 
6.81 2 0.3%
 
6.8 1 0.1%
 
6.79 3 0.4%
 

MS.Protein
Numeric

Distinct count140
Unique (%)19.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean3.283595506
Minimum2.42
Maximum5.98
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum2.42
5-th percentile2.8155
Q13.06
Median3.26
Q33.48
95-th percentile3.7845
Maximum5.98
Range3.56
Interquartile range0.42

Descriptive statistics

Standard deviation0.3167801163
Coef of variation0.09647355033
Kurtosis6.749843032
Mean3.283595506
MAD0.2463076001
Skewness1.033003777
Sum2337.92
Variance0.1003496421
Memory size5.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[2.42 2.745 2.915 3.435 3.715 3.895 4.23 5.98 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
3.14 15 2.1%
 
3.3 14 2.0%
 
3.22 14 2.0%
 
3.17 13 1.8%
 
3.64 13 1.8%
 
3.38 13 1.8%
 
3.19 12 1.7%
 
3.18 12 1.7%
 
3.13 12 1.7%
 
3.27 12 1.7%
 
Other values (130) 582 81.7%
 

Minimum 5 values

ValueCountFrequency (%) 
2.42 1 0.1%
 
2.45 1 0.1%
 
2.58 1 0.1%
 
2.62 1 0.1%
 
2.63 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
5.98 1 0.1%
 
4.25 1 0.1%
 
4.21 1 0.1%
 
4.19 1 0.1%
 
4.17 1 0.1%
 

MS.S.Cell.Count
Numeric

Distinct count275
Unique (%)38.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean194.3033708
Minimum10
Maximum6260
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum10
5-th percentile11
Q124
Median50
Q3147.5
95-th percentile615.9
Maximum6260
Range6250
Interquartile range123.5

Descriptive statistics

Standard deviation534.5530995
Coef of variation2.751126227
Kurtosis66.63340636
Mean194.3033708
MAD224.1252367
Skewness7.428185545
Sum138344
Variance285747.0161
Memory size5.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 10. 10.5 27.5 45.5 79.5 131. 270.5 620. 1593.5 6260. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
10 29 4.1%
 
19 20 2.8%
 
15 17 2.4%
 
27 14 2.0%
 
16 13 1.8%
 
23 12 1.7%
 
17 12 1.7%
 
13 11 1.5%
 
32 11 1.5%
 
25 11 1.5%
 
Other values (265) 562 78.9%
 

Minimum 5 values

ValueCountFrequency (%) 
10 29 4.1%
 
11 8 1.1%
 
12 7 1.0%
 
13 11 1.5%
 
14 9 1.3%
 

Maximum 5 values

ValueCountFrequency (%) 
6260 1 0.1%
 
5851 1 0.1%
 
5312 1 0.1%
 
4936 1 0.1%
 
3683 1 0.1%
 

MS.S.Cell.Count.Log
Numeric

Distinct count275
Unique (%)38.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean4.180907911
Minimum2.302585093
Maximum8.741935464
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum2.302585093
5-th percentile2.397895273
Q13.17805383
Median3.912023005
Q34.993811017
95-th percentile6.423083308
Maximum8.741935464
Range6.439350371
Interquartile range1.815757186

Descriptive statistics

Standard deviation1.302963108
Coef of variation0.3116459715
Kurtosis0.171939574
Mean4.180907911
MAD1.060552028
Skewness0.7697964228
Sum2976.806433
Variance1.69771286
Memory size5.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[2.30258509 2.35024018 2.67355377 4.03420148 4.87516819 6.42970777 8.74193546], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2.302585093 29 4.1%
 
2.944438979 20 2.8%
 
2.708050201 17 2.4%
 
3.295836866 14 2.0%
 
2.772588722 13 1.8%
 
3.135494216 12 1.7%
 
2.833213344 12 1.7%
 
3.465735903 11 1.5%
 
2.564949357 11 1.5%
 
3.218875825 11 1.5%
 
Other values (265) 562 78.9%
 

Minimum 5 values

ValueCountFrequency (%) 
2.302585093 29 4.1%
 
2.397895273 8 1.1%
 
2.48490665 7 1.0%
 
2.564949357 11 1.5%
 
2.63905733 9 1.3%
 

Maximum 5 values

ValueCountFrequency (%) 
8.741935464 1 0.1%
 
8.674367866 1 0.1%
 
8.577723691 1 0.1%
 
8.504310566 1 0.1%
 
8.211482916 1 0.1%
 

MS.SFA
Highly correlated

This variable is highly correlated with MS.Palmeic and should be ignored for analysis

Correlation0.9014794682

MS.Stearine
Highly correlated

This variable is highly correlated with MS.PFA and should be ignored for analysis

Correlation0.9216109923

MS.Time.Taken
Categorical

Distinct count374
Unique (%)52.5%
Missing (%)0.4%
Missing (n)3
00:00:00
 
112
12:00:00
 
26
06:00:00
 
8
Other values (370)
563
ValueCountFrequency (%) 
00:00:00 112 15.7%
 
12:00:00 26 3.7%
 
06:00:00 8 1.1%
 
17:50:00 7 1.0%
 
17:44:00 7 1.0%
 
17:00:00 6 0.8%
 
06:16:00 6 0.8%
 
17:40:00 6 0.8%
 
17:13:00 6 0.8%
 
06:14:00 6 0.8%
 
Other values (363) 519 72.9%
 
Max length8
Mean length7.978932584
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

MS.Urea
Numeric

Distinct count264
Unique (%)37.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean24.94957865
Minimum7.3
Maximum79.4
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum7.3
5-th percentile14.455
Q119.975
Median24.1
Q328.6
95-th percentile39.445
Maximum79.4
Range72.1
Interquartile range8.625

Descriptive statistics

Standard deviation7.779020785
Coef of variation0.3117896656
Kurtosis4.045521823
Mean24.94957865
MAD5.784931669
Skewness1.20598319
Sum17764.1
Variance60.51316438
Memory size5.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 7.3 13.1 19.65 28.45 33.25 41.95 51.45 79.4 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
27.7 10 1.4%
 
22.2 10 1.4%
 
21.5 9 1.3%
 
26 8 1.1%
 
19.7 8 1.1%
 
20.8 8 1.1%
 
19.1 7 1.0%
 
24.8 7 1.0%
 
21.9 7 1.0%
 
29 7 1.0%
 
Other values (254) 631 88.6%
 

Minimum 5 values

ValueCountFrequency (%) 
7.3 1 0.1%
 
7.5 1 0.1%
 
7.8 1 0.1%
 
8.2 1 0.1%
 
8.3 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
79.4 1 0.1%
 
56.5 1 0.1%
 
52.2 1 0.1%
 
50.7 1 0.1%
 
50.2 1 0.1%
 

Unnamed_0
Numeric

Distinct count712
Unique (%)100.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean356.5
Minimum1
Maximum712
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile36.55
Q1178.75
Median356.5
Q3534.25
95-th percentile676.45
Maximum712
Range711
Interquartile range355.5

Descriptive statistics

Standard deviation205.6809828
Coef of variation0.5769452532
Kurtosis-1.2
Mean356.5
MAD178
Skewness0
Sum253828
Variance42304.66667
Memory size5.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 1. 712.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
712 1 0.1%
 
223 1 0.1%
 
243 1 0.1%
 
242 1 0.1%
 
241 1 0.1%
 
240 1 0.1%
 
239 1 0.1%
 
238 1 0.1%
 
237 1 0.1%
 
236 1 0.1%
 
Other values (702) 702 98.6%
 

Minimum 5 values

ValueCountFrequency (%) 
1 1 0.1%
 
2 1 0.1%
 
3 1 0.1%
 
4 1 0.1%
 
5 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
712 1 0.1%
 
711 1 0.1%
 
710 1 0.1%
 
709 1 0.1%
 
708 1 0.1%
 

Correlations

Missing values

Sample

First rows

BS.BHBABS.BHBA.1.2BS.BHBA.LogBS.DATEBS.DIMBS.MonthBS.Month2BS.Month_warmBS.MS.Date.DifferenceBS.NEFABS.NEFA.0.7BS.NEFA.LogCalving.DateCalving.NoCE.DateCE.Environ.TempCE.Fat.LevelCE.LameCE.Locomotion.ScoreCE.Skin.DehydrationCE.Stom.Fluid.MovementCE.Stom.FullnessCE.Stom.Fullness01CE.Stom.LayeringCE.Stom.Noise.FreqCE.Stom.PingCE.Stom.TensionCE.Stom.Tension01CE.TempCE.Waste.ConsistencyCE.Waste.DigestionCow.Birth.DateCow.BreedCow.Exit.DateCowIDFarm.NameFarm.NoHapto.0.1Hapto.HLHapto.HMLHapto.LogHapto.ResultHapto0.35Hapto0.35.2Hfr.or.CowMilk.YieldMS.AcetoneMS.Acetone.LogMS.BHBAMS.BHBA.LogMS.Date.AnalyzedMS.Date.TakenMS.DIMMS.FatMS.LactoseMS.MFAMS.Milk.YieldMS.NEFAMS.NSFAMS.OleicMS.PalmeicMS.PFAMS.pHMS.ProteinMS.S.Cell.CountMS.S.Cell.Count.LogMS.SFAMS.StearineMS.Time.TakenMS.UreaUnnamed_0
01.3510.3001052018-11-062111-201811-2018010.230-1.4696762018-10-1692018-11-068.012.013.0phyobbnorm01.0NaNobbphy038.2normmaess2007-10-191NaN276000941090648Stadler1418413714201.006.392754597.500cow39.910.02.30258520.02.9957322018-11-072018-11-05204.324.731.14221.26.314.21.0611.1720.1446.642.79162.7725892.6530.47106:42:0024.41
11.4910.3987762018-07-241507-201807-2018110.680-0.3856622018-07-0912018-07-2419.319.001.0phyobbabnorm11.0NaNobbphy038.7normgut2016-05-311NaN276000951311013Stadler1418413714201.005.634790280.000hfr23.3140.04.94164290.04.4998102018-07-262018-07-23144.704.861.65323.39.919.61.5961.0940.1946.653.052985.6970932.5690.65312:00:0052.22
21.7810.5766132018-08-072908-201808-2018100.480-0.7339692018-07-0912018-08-0722.412.001.0phyobbabnorm11.0NaNobbphy038.4normgut2016-05-311NaN276000951311013Stadler1418413714201.006.608675741.500hfrNaN140.04.94164290.04.4998102018-08-082018-08-07294.214.971.31914.98.015.91.1991.1150.1376.682.852315.4424182.4350.53412:00:0026.03
31.4610.3784362018-12-111612-201812-2018010.320-1.1394342018-11-2552018-12-113.916.002.0phyobbabnorm11.0NaNobbphy038.2normmaess2012-08-141NaN276000947406879Stadler1418413714201.005.634790280.000cow41.6170.05.135798170.05.1357982018-12-132018-12-10156.124.821.87820.74.922.91.8021.4220.2076.663.42213.0445223.7260.73501:04:0028.14
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